The gallery buzzed with chatter, the scent of expensive perfume and cheap wine filling the air. Chloe floated through the crowd, listening to the praise. Her paintings hung on the walls, bathed in the soft glow of spotlights.

"Exceptional work, Chloe!" The gallery owner said, shaking her hand firmly. "This is your best collection yet."

She felt a wave of warmth wash over her. The style, the technique, the vision — all hers. Liam, her friend, had only helped with the framing and finding materials.

"I'm so glad we got those canvases, Chloe!" Liam yelled over the music. "They really made the pieces pop!"

Chloe took a deep breath.

Emotion: proud

Cluster: Positive / Joy
PC1 (Valence): 3.68 Positive
PC2 (Disposition): 0.40

Role in Research

This story is one of 1,000 stories generated for the emotion proud. During extraction, it was fed through Gemma4-31B and its hidden state activations were captured at 11 layers.

The mean activation across all 1,000 proud stories, after denoising with neutral dialogue baselines, produces the proud emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the proud vector is projected through the unembedding matrix.

Promoted:
de0.514
la0.457
😎0.400
happy0.394
👏0.393
Suppressed:
S-0.672
😞-0.480
😣-0.460
worse-0.455
😖-0.453